Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 5026–5050 of 5335 papers

Title	Date	Tasks	Status
Exploiting Image Generality for Lexical Entailment Detection	Jul 1, 2015	Image RetrievalLexical Entailment	—Unverified
Generating overspecified referring expressions: the role of discrimination	Jul 1, 2015	Text Generation	—Unverified
Unsupervised Prediction of Acceptability Judgements	Jul 1, 2015	Language ModellingMachine Translation	—Unverified
PPDB 2.0: Better paraphrase ranking, fine-grained entailment relations, word embeddings, and style classification	Jul 1, 2015	General ClassificationNatural Language Inference	—Unverified
The Impact of Listener Gaze on Predicting Reference Resolution	Jul 1, 2015	Text Generation	—Unverified
End-to-end Argument Generation System in Debating	Jul 1, 2015	Decision MakingDocument Summarization	—Unverified
genCNN: A Convolutional Architecture for Word Sequence Prediction	Jul 1, 2015	Language ModellingMachine Translation	—Unverified
Describing Images using Inferred Visual Dependency Representations	Jul 1, 2015	Object RecognitionText Generation	—Unverified
A Discriminative Model for Semantics-to-String Translation	Jul 1, 2015	Abstractive Text SummarizationMachine Translation	—Unverified
Zoom: a corpus of natural language descriptions of map locations	Jul 1, 2015	Text Generation	—Unverified
Automatic disambiguation of English puns	Jul 1, 2015	Sentiment AnalysisText Generation	—Unverified
Do dependency parsing metrics correlate with human judgments?	Jul 1, 2015	Dependency ParsingMachine Translation	—Unverified
Training a Natural Language Generator From Unaligned Data	Jul 1, 2015	Text Generation	—Unverified
Salinlahi III: An Intelligent Tutoring System for Filipino Heritage Language Learners	Jul 1, 2015	Text Generation	—Unverified
SAHSOH@QALB-2015 Shared Task: A Rule-Based Correction Method of Common Arabic Native and Non-Native Speakers' Errors	Jul 1, 2015	Machine TranslationMorphological Analysis	—Unverified
A Bayesian Model for Generative Transition-based Dependency Parsing	Jun 13, 2015	Dependency ParsingLanguage Modeling	—Unverified
Towards Detecting Counter-considerations in Text	Jun 1, 2015	Abstract ArgumentationText Generation	—Unverified
A Qualitative Analysis of a Corpus of Opinion Summaries based on Aspects	Jun 1, 2015	Text Generation	—Unverified
Lexical Event Ordering with an Edge-Factored Model	May 1, 2015	modelNatural Language Inference	—Unverified
Ontology Authoring Inspired By Dialogue	Apr 1, 2015	Text Generation	—Unverified
Semantic Relations in Discourse: The Current State of ISO 24617-8	Apr 1, 2015	Question AnsweringText Generation	—Unverified
When is Lying the Right Choice?	Apr 1, 2015	Text Generation	—Unverified
genCNN: A Convolutional Architecture for Word Sequence Prediction	Mar 17, 2015	Language ModelingLanguage Modelling	—Unverified
Generating Multi-Sentence Lingual Descriptions of Indoor Scenes	Feb 28, 2015	SentenceText Generation	—Unverified
Statistical laws in linguistics	Feb 11, 2015	Text Generation	—Unverified

Show:10 25 50

← PrevPage 202 of 214Next →

All datasets DART COCO Captions EMNLP2017 WMT ReDial CommonGen ROCStories Chinese Poems Czech restaurant information OpenWebText SciQ Yahoo Questions ADGEN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	BLEU	48.74	—	Unverified
2	FactT5B	BLEU	48.37	—	Unverified
3	JointGT Baseline	BLEU	47.51	—	Unverified
4	FactJointGT	BLEU	47.39	—	Unverified
5	Control Prefixes (T5-large)	METEOR	0.41	—	Unverified
6	T5	METEOR	0.12	—	Unverified
7	BART	METEOR	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.95	—	Unverified
2	partGAN	BLEU-2	0.91	—	Unverified
3	RankGAN	BLEU-2	0.85	—	Unverified
4	RelGAN (100)	BLEU-2	0.85	—	Unverified
5	SeqGAN	BLEU-2	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.96	—	Unverified
2	PPOGAN	BLEU-2	0.91	—	Unverified
3	RelGAN	BLEU-2	0.88	—	Unverified
4	SeqGAN	BLEU-2	0.86	—	Unverified
5	RankGAN	BLEU-2	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniCRS	Distinct-3	0.65	—	Unverified
2	CRFR	Distinct-3	0.52	—	Unverified
3	KGSF	Distinct-3	0.43	—	Unverified
4	C2CRS	Distinct-3	0.33	—	Unverified
5	KBRD	Distinct-3	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniLM	CIDEr	14.92	—	Unverified
2	BART (TextBox 2.0)	CIDEr	12.98	—	Unverified
3	BART	METEOR	0.3	—	Unverified
4	T5	METEOR	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beam search + A*esque (beam)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (sample)	BLEU-1	34.4	—	Unverified
3	Beam search + A*esque (greedy)	BLEU-1	34.3	—	Unverified
4	Beam search	BLEU-1	33.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RankGAN	BLEU-2	0.81	—	Unverified
2	SeqGAN	BLEU-2	0.74	—	Unverified
3	LeakGAN	BLEU-2	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TGen++	METEOR	0.17	—	Unverified
2	TGen	METEOR	0.15	—	Unverified
3	TGen+	METEOR	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT2-124M	eval_loss	3.12	—	Unverified
2	GPT2-81M-LOOP	eval_loss	3.11	—	Unverified
3	GPT2-Hermite	eval_loss	2.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaMA-65B+CFG (zero-shot)	Accuracy	96.6	—	Unverified
2	LLaMA-30B+CFG (zero-shot)	Accuracy	96.4	—	Unverified
3	LLaMA-13B+CFG (zero-shot)	Accuracy	95.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN-VAE	NLL	332.1	—	Unverified
2	SA-VAE	NLL	327.5	—	Unverified
3	Aggressive VAE	NLL	326.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	10.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STWGAN-GP	BLEU-3	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PALM	ROUGE-L	41.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	64.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEM+Attention	BLEU-1	14.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	ASR	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	42.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph2Seq	BLEU	22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WGANGP + DGflow	JS-4	0.19	—	Unverified